中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches

文献类型:期刊论文

作者Dai, YH; Martinez, JM; Yuan, JY
刊名NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS
出版日期2003-06-01
卷号10期号:4页码:323-334
关键词conjugate gradients unconstrained minimization truncated Newton methods truncated quasi-Newton methods large scale problems
ISSN号1070-5325
DOI10.1002/nla.305
英文摘要The search direction in unconstrained minimization algorithms for large-scale problems is usually computed as an iterate of the preconditioned) conjugate gradient method applied to the minimization of a local quadratic model. In line-search procedures this direction is required to satisfy an angle condition that says that the angle between the negative gradient at the current point and the direction is bounded away from pi/2. In this paper, it is shown that the angle between conjugate gradient iterates and the negative gradient strictly increases as far as the conjugate gradient algorithm proceeds. There is fore, the interruption of the conjugate gradient sub-algorithm when the angle condition does not hold is theoretically justified. Copyright (C) 2002 John Wiley Sons, Ltd.
WOS研究方向Mathematics
语种英语
WOS记录号WOS:000183463200003
出版者JOHN WILEY & SONS LTD
源URL[http://ir.amss.ac.cn/handle/2S8OKBNM/18809]  
专题计算数学与科学工程计算研究所
通讯作者Yuan, JY
作者单位1.Univ Fed Parana, Dept Math, Ctr Politecn, BR-81531990 Curitiba, Parana, Brazil
2.Chinese Acad Sci, Acad Math & Syst Sci, Inst Computat Math & Sci Engn Comp, Beijing 100080, Peoples R China
3.Univ Estadual Campinas, IMECC, Dept Math Appl, BR-13081970 Campinas, SP, Brazil
推荐引用方式
GB/T 7714
Dai, YH,Martinez, JM,Yuan, JY. An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches[J]. NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS,2003,10(4):323-334.
APA Dai, YH,Martinez, JM,&Yuan, JY.(2003).An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches.NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS,10(4),323-334.
MLA Dai, YH,et al."An increasing-angle property of the conjugate gradient method and the implementation of large-scale minimization algorithms with line searches".NUMERICAL LINEAR ALGEBRA WITH APPLICATIONS 10.4(2003):323-334.

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来源:数学与系统科学研究院

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